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Exploring the digital shift: Factors influencing the sustainable adoption of e-health tools for digital mental health services amidst the COVID-19 pandemic

Musakuro, Rhodrick Nyasha (2025) Exploring the digital shift: Factors influencing the sustainable adoption of e-health tools for digital mental health services amidst the COVID-19 pandemic. Clinical Sociology Review, 20 (2). pp. 98-133. ISSN 3006-841X

Item Type: Article

Abstract

The COVID-19 pandemic accelerated the global adoption of electronic health (e-health) tools for digital mental health services (DMHS) in South African higher education institutions (SA HEIs). However, the long-term sustainability of these innovations remains uncertain. This study employs an integrated Technology-Organisation-Environment (TOE) and Technology Acceptance Model (TAM) framework to investigate determinants of the sustainable adoption of e-health tools. A cross-sectional survey of 348 staff at a selected SA HEI was analysed using descriptive statistics and exploratory factor analysis. Three critical factors emerged: (1) University capacity to deliver DMHS, emphasising the significance of top management support, financial resources, and information and communications technology expertise; (2) Perceived benefits and importance of e-health tools, highlighting user perceptions of usefulness, ease of use, and behavioural intention; and (3) External support to enhance university capacity, including government policies, competitive pressures, and institutional partnerships. The study advances theory by synthesising TOE and TAM in a resource-constrained context, revealing how institutional readiness and user perceptions jointly influence the sustainable adoption of e-health tools for DMHS. Practical implications highlight the need for targeted investments in digital infrastructure, capacity-building, and policy alignment to strengthen DMHS sustainability. The study results are consistent with Sustainable Development Goal 3 (SDG 3), offering a roadmap for SA HEIs to leverage e-health tools for mental health resilience post-pandemic.

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More Information

Uncontrolled Keywords: e-health tools; digital mental health services; technology adoption; COVID-19; sustainability
Related URLs:
Depositing User: Rhodrick Nyasha Musakuro

Identifiers

Item ID: 20868
Identification Number: 10.36615/2pw1mb81
ISSN: 3006-841X
URI: https://sure.sunderland.ac.uk/id/eprint/20868
Official URL: https://doi.org/10.36615/2pw1mb81

Users with ORCIDS

ORCID for Rhodrick Nyasha Musakuro: ORCID iD orcid.org/0000-0002-3787-3580

Catalogue record

Date Deposited: 27 Oct 2026 09:11
Last Modified: 27 Oct 2026 09:15

Contributors

Author: Rhodrick Nyasha Musakuro ORCID iD
Author: Rhodrick Nyasa Musakuro

University Divisions

Faculty of Business and Technology

Subjects

Computing > Artificial Intelligence
Sciences > Health Sciences
Computing > Human-Computer Interaction
Business and Management > Human Resource Management
Business and Management

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